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International Conference on Pattern Analysis and Intelligent Robotics, 2011

Book/source title

Proceedings of the 2011 International Conference on Pattern Analysis and Intelligent Robotics: 28-29 June 2011, Putrajaya,
Malaysia. - Vol. 1

Pages (from-to)

41-46

Publisher

Piscataway, NJ: IEEE

ISBN

9781612844077

Document type

Conference contribution

Faculty

Faculty of Science (FNWI)

Institute

Informatics Institute (IVI)

Abstract

In this work, a machine learning method is proposed for banknote soiling determination. We apply proven techniques from computer
vision to come up with a robust and effective method for automatic sorting of banknotes. The proposed method is evaluated
with respect to various invariance classes. The method shows excellent performance on a large validation set of over 8,000
banknotes from the Eurosystem, while being learned on only 300 banknotes per denomination.

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